CN105143892B - Electric energy measurement in power inputs and labelling apparatus are set - Google Patents
Electric energy measurement in power inputs and labelling apparatus are set Download PDFInfo
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- CN105143892B CN105143892B CN201480005163.7A CN201480005163A CN105143892B CN 105143892 B CN105143892 B CN 105143892B CN 201480005163 A CN201480005163 A CN 201480005163A CN 105143892 B CN105143892 B CN 105143892B
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J7/00—Circuit arrangements for charging or depolarising batteries or for supplying loads from batteries
- H02J7/0047—Circuit arrangements for charging or depolarising batteries or for supplying loads from batteries with monitoring or indicating devices or circuits
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R21/00—Arrangements for measuring electric power or power factor
- G01R21/133—Arrangements for measuring electric power or power factor by using digital technique
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J3/00—Circuit arrangements for ac mains or ac distribution networks
- H02J3/12—Circuit arrangements for ac mains or ac distribution networks for adjusting voltage in ac networks by changing a characteristic of the network load
- H02J3/14—Circuit arrangements for ac mains or ac distribution networks for adjusting voltage in ac networks by changing a characteristic of the network load by switching loads on to, or off from, network, e.g. progressively balanced loading
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J2310/00—The network for supplying or distributing electric power characterised by its spatial reach or by the load
- H02J2310/10—The network having a local or delimited stationary reach
- H02J2310/12—The local stationary network supplying a household or a building
- H02J2310/14—The load or loads being home appliances
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
- H02J7/00—Circuit arrangements for charging or depolarising batteries or for supplying loads from batteries
- H02J7/0047—Circuit arrangements for charging or depolarising batteries or for supplying loads from batteries with monitoring or indicating devices or circuits
- H02J7/0048—Detection of remaining charge capacity or state of charge [SOC]
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02B—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
- Y02B70/00—Technologies for an efficient end-user side electric power management and consumption
- Y02B70/30—Systems integrating technologies related to power network operation and communication or information technologies for improving the carbon footprint of the management of residential or tertiary loads, i.e. smart grids as climate change mitigation technology in the buildings sector, including also the last stages of power distribution and the control, monitoring or operating management systems at local level
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02B—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO BUILDINGS, e.g. HOUSING, HOUSE APPLIANCES OR RELATED END-USER APPLICATIONS
- Y02B70/00—Technologies for an efficient end-user side electric power management and consumption
- Y02B70/30—Systems integrating technologies related to power network operation and communication or information technologies for improving the carbon footprint of the management of residential or tertiary loads, i.e. smart grids as climate change mitigation technology in the buildings sector, including also the last stages of power distribution and the control, monitoring or operating management systems at local level
- Y02B70/3225—Demand response systems, e.g. load shedding, peak shaving
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S20/00—Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
- Y04S20/20—End-user application control systems
- Y04S20/222—Demand response systems, e.g. load shedding, peak shaving
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S20/00—Management or operation of end-user stationary applications or the last stages of power distribution; Controlling, monitoring or operating thereof
- Y04S20/20—End-user application control systems
- Y04S20/242—Home appliances
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- Engineering & Computer Science (AREA)
- Power Engineering (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Remote Monitoring And Control Of Power-Distribution Networks (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Supply And Distribution Of Alternating Current (AREA)
Abstract
The embodiment of the present invention accordingly provides a kind of electric energy measurement information flag system being arranged in power inputs.The electric energy measurement information flag system includes a kind of device for measurement of electrical energy, constitute for collect include power signal on the power inputs of multiple load devices power information.In addition, the device for measurement of electrical energy constitute for by according to the power of each load device using the signal correlation of feature come the data group of each load device of generation and transmission to match with one of its operating status and operating status changing pattern.In addition, the electric energy measurement information flag system includes a kind of power information label server, constitute for receiving the data group and reclassifying the data group according to the operation characteristic of each load device.
Description
Technical field
The present invention relates to electric energy measurement and tagging systems, more specifically, are related to being suitable for connection to power inputs
The mechanism of each measurement of multiple load devices of (power penetration point) and the electric energy use information of label.
Background technology
Such as advanced measurement system (AMI), automatic meter reading (AMR), digital power meter or in the prior art similar
Device for measurement of electrical energy can only measure the general power use information generated combined by each load device.It is each negative in order to extract
Carry the electric energy use information set, it is necessary to multiple device for measurement of electrical energy or installation are installed on a panel with multiple
The single device for measurement of electrical energy of sensor.When all installing device for measurement of electrical energy to each load device, it is desirable to more
Installation space is to increase total system cost.It, will be multiple because using when using multiple sensors on panel
Sensor and increase total system cost.In addition, obtaining the electric energy use information of each load device can also be restricted.
To solve the above-mentioned problems, it is proposed that a variety of effective extractions make in the electric energy of each load device of power inputs
With the mechanism of information.A kind of scheme that mechanism is proposed is:By running the operation of series of computation machine to measure such as electric current, electricity
The signal messages such as pressure, power are to extract the electric energy use information of each load device.Then, by measured each load
The signal message of device is directly transferred to specific server.It is able to carry out above-mentioned signal however, it is important that needing to develop
The processing of information simultaneously can be setup flexibly, store and the device for measurement of electrical energy of the mass data of management server.Above-mentioned signal letter
The sampling and collection of the processing of breath and the signal message in specific data sets (for example, corresponding to data of identical load device)
It is related.In this case, handled information needs to keep certain precision, so as to the energy when the computer of server is run
Distinguish each individual load device.Therefore, it is necessary to be connected to the multiple of power inputs suitable for independent measurement and label
The robust system and its method of the electric energy use information of load device.
Invention content
The present invention provides a kind of device for measurement of electrical energy, to be only used only in specified point (mainly in control panel
Or the power inputs on panel) the single sensor of such as Hall sensor measures electric energy use information, in these spies
Multiple load devices that electric energy is used in building, house, shop and farm etc. are combined in fixed point.Correspondingly, real herein
It applies example and additionally provides a kind of device for measurement of electrical energy in power input point.The device for measurement of electrical energy includes that power information collects list
Member is constituted for collecting power information.The power information is included in the power letter of the power inputs of multiple load devices
Number.In addition, the device for measurement of electrical energy further includes operating status extraction unit, constitute for being distinguished from the power information
One kind in the normal condition and overload of changed power, to extract the operating status and operating status of multiple load devices
One kind in changing pattern.In addition, the device for measurement of electrical energy, which includes data group, generates unit, constitute for generating each load
The data group that device matches with one of its operating status and operating status variation model, wherein data group is each by being based on
The signal correlation of the power use information of a load device generates.
In one embodiment, power information collector unit constitutes the voltage for collecting the AC waveforms with predetermined period
One of snapshot and electric current snapshot are used as power information.
In one embodiment, operating status extraction unit is constituted for the fortune according to the operating status and extraction extracted
One of the changing pattern of row state comes one of classification voltage snapshot and electric current snapshot.
In one embodiment, signal correlation include at least with voltage dependence, current dependence, high frequency distortion, electricity
Flow the signal deformation of snapshot, the signal deformation of power snapshot, load apparatus power using in feature active power correlation and
Load apparatus power uses the relevant information of one of reactive power correlation in feature.
In one embodiment, data group generation unit is constituted corresponds to identical electrical energy devices or identical electricity for generating
The data group of each load device of the same components device of energy device.
In one embodiment, device for measurement of electrical energy includes transmission unit, constitute for label server transport number
According to the server generates the power information of label by the recombination of data group.
Correspondingly, embodiment hereof additionally provides a kind of electric energy measurement information flag system, the electric energy measurement information flag
System includes receiving unit, is constituted for receiving data group by being classified based on the power information of each load device.This
Outside, electric energy measurement information flag system further includes recomposition unit, constitute for according to the operation characteristic of each load device come
Reclassify data group.In addition, the recomposition unit is also constituted for the data group reclassified to be mapped and recombinated according to time domain.
In addition, the electric energy measurement information flag system further includes marking unit, the data group for marking recombination is constituted.
In one embodiment, the data group reclassified is mapped to the power consumption variation of time domain by recomposition unit, with
The data group reclassified is just divided into the data group of the respective component of each load device, wherein recomposition unit is according to each
The characteristic of load device carrys out reconstitution component.
In one embodiment, electric energy measurement information flag system is constituted for by distinguishing the respective of each load device
The data result of the data group of component carrys out the variation of monitoring data group, to determine the state of each load device.
Correspondingly, embodiment hereof additionally provides a kind of electric energy measurement information flag system.Electric energy measurement information flag system
System includes a kind of device for measurement of electrical energy, is constituted for collecting the power letter for including multiple load devices in a power inputs
Number power information.In addition, device for measurement of electrical energy is also constituted for by using feature according to the power of each load device
Signal correlation comes each load device of generation and transmission and its respective one of operating status and operating status changing pattern phase
The data group matched.In addition, electric energy measurement information flag system further includes a kind of power information label server, constitute for connecing
It receives the data group and data group is reclassified according to the operation characteristic of each load device.In addition, power information marks
Server is constituted for mapping the data group with recombination data group and label recombination according to time domain.
In one embodiment, power information label server is constituted for respective group by distinguishing each load device
The data result of the data group of part carrys out the variation of monitoring data group, to determine the state of each load device.
Correspondingly, embodiment hereof additionally provides a kind of suitable for being surveyed by the device for measurement of electrical energy in power inputs
The method for measuring power information.The method includes collecting power information, the power information has the work(in multiple load devices
Power signal in rate input point.In addition, this method further includes distinguishing the normal condition and mistake of changed power by power information
One of load state, so as to one of operating status and the operating status changing pattern for extracting multiple load devices.In addition, this method is also
The data group to match including generating each load device and one of its operating status and the operating status changing pattern,
In, data group is generated by the signal correlation of the power use information based on each load device.In addition, this method is also wrapped
It includes to data, the server described in label server transport and generates the power information of label by recombination data group.
Correspondingly, embodiment hereof additionally provides one kind and marking energy information by electric energy measurement information flag server
Method.The method includes receiving data group by being classified based on the power information of each load device, and according to each
The operation characteristic of a load device reclassifies data group.In addition, this method include according to when domain mapping and recombination divide again
The data group of class and the data group of label recombination.
Embodiment hereof these aspect or other aspects by combine hereafter with can have better cognition the considerations of attached drawing
And understanding.It is, however, to be understood that notwithstanding preferred embodiment and its many specific details, but be hereafter to show
It is that the mode of example property example provides and without any limited.Many changes and improvements can be in the protection model of embodiment hereof
In enclosing and without departing from being made under the spirit of embodiment, and embodiment hereof includes all these improvement.
Description of the drawings
The present invention is illustrated in combination with attached drawing, and in the accompanying drawings, similar reference numeral indicates the correspondence in each figure
Part.By described below and refer to the attached drawing, embodiment described herein will have and be best understood from, and attached drawing includes:Fig. 1 shows root
According to embodiment hereof device for measurement of electrical energy power inputs block diagram.
Fig. 2 a, 2b and 2c are shown implements different operations according to the device for measurement of electrical energy of embodiment hereof in power inputs
Flow chart.
Fig. 3 shows the block diagram of the electric energy measurement information flag server according to embodiment hereof.
Fig. 4 shows the flow chart run according to the electric energy measurement information flag server implementation difference of embodiment hereof.
Specific implementation mode
By shown in more fully refer to the attached drawing and the non-limiting examples that are detailed description below are described herein to explain
Embodiment and its various features and specific advantage.Well known component and treatment technology is omitted unnecessarily to make to implement herein
Example is unclear.Also, various embodiments described herein not necessarily repels each other because some embodiments can with one or
A number of other embodiments are combined with each other to form new embodiment.Unless stated otherwise, term as used herein "or" refers to
Nonexcludability or.Example used herein is only used for facilitating the embodiment for understanding embodiment hereof and further make
Those skilled in the art can implement embodiment hereof.Correspondingly, these illustrative examples are not construed as limiting
Scope of embodiments herein.
Embodiment hereof provides a kind of device for measurement of electrical energy in power inputs.The device for measurement of electrical energy includes power
Information collection unit is constituted for collecting power information.Power information includes on the power inputs of multiple load devices
Power signal.In addition, device for measurement of electrical energy further includes operating status extraction unit, constitute for from the areas power information Zhong Lai
One of the normal condition of power-take-off variation and overload, to extract the operating status and operating status of multiple load devices
One of changing pattern.In addition, Source Measure Unit further includes data group generation unit, constitute for generating each load device
The data group to match with one of its operating status and the operating status changing pattern, wherein filled by being based on each load
The signal correlation of the power use information set generates data group.
Another embodiment provides electric energy measurement information flag servers.The electric energy measurement information flag service
Device includes receiving unit, is constituted for receiving data group by being classified based on the power information of each load device.In addition,
The electric energy measurement information flag server further includes recomposition unit, constitute for according to the operation characteristic of each load device come
Reclassify data group.In addition, recomposition unit constitute for according to when the domain mapping and data group that reclassifies.In addition,
The electric energy measurement information flag server further includes marking unit, constitutes the data group for marking recombination.
Another embodiment provides a kind of electric energy measurement information flag systems.The electric energy measurement information flag system
System includes device for measurement of electrical energy, is constituted for collecting power information, which is included in the power of multiple load devices
Power signal in input point.In addition, device for measurement of electrical energy is also constituted for being used by the power based on each load device
The signal correlation of feature comes each load device of generation and transmission and one of its operating status and operating status changing pattern phase
Matched data group.In addition, the electric energy measurement information flag system further includes power information label server, constitute for connecing
It receives data group and data group is reclassified according to the operation characteristic of each load device.
A kind of simple and steady mechanism is provided, the multiple of power inputs are connected to suitable for independent measurement and label
The electric energy use information of load device.Different from legacy system and method, use provided system and method being capable of the company of being based on
The electric energy use information for being connected to multiple load devices of power inputs provides effective electric energy saving scheme to the user.It is provided
Device for measurement of electrical energy can anticipate information.In addition, can prevent from being based on holding using the device for measurement of electrical energy for anticipating information
Row it is a series of operation and generate transition time delay.Due to being mounted with the monitoring device of multiple each load devices of monitoring or dividing
Road measuring device provides Quick Extended and realizes that the load monitoring electric energy of Noninvasive saves scheme, built without being formed
The burden of high price system.
Referring now to the drawings, more specifically, Fig. 1 to 4, wherein similar reference numeral indicates the correspondence portion in each figure
Point, preferred embodiment is shown in figure.
Fig. 1 shows the block diagram in power inputs according to the device for measurement of electrical energy 100 of embodiment hereof.In embodiment
In, device for measurement of electrical energy 100 can constitute the data group gathered for generating unregistered load, individually to estimate to be connected to work(
The power consumption information of each load device of rate input point, and estimated power consumption information is transmitted to electric energy measurement
Information flag server 200.
Device for measurement of electrical energy 100 as described herein and single sensor are installed along with power inputs.Electric energy measurement fills
A series of operations of 100 implementations are set to measure total power consumption and estimate the power consumption of each load device.It is different from tradition
System and method, the following outlines the processes for implementing advance information processing suitable for each load device.
First, snapshot is extracted from voltage or current signal.Implement noise filtering by extracting reference point.It is tied based on corresponding
Fruit and operating status distinguish the normal condition or overload of voltage, active power, reactive power etc..By being distinguished just
Normal state or overload extract the operating status variation of each load device, such as the event of on or off.
In addition, generating the data group finally gathered by the pattern of matched load classification, which is related to special with load
Levy signal deformation, active power or the reactive power of relevant voltage-to-current correlation, high frequency distortion, electric current or power snapshot
Correlation etc..In addition, the data group gathered generated is transferred to electric energy measurement letter through data compression with unregistered state
Breath label server 200 or high in the clouds.For example, the load classification marker etc. of 1,2,3 or A, B, C etc. be not login state simultaneously
And it cannot be recognized by the user.
Device for measurement of electrical energy 100 can include power information collector unit 110, operating status extraction unit 120, data group life
At unit 130 and transmission unit 140.
In one embodiment, power information collector unit 110 can be constituted is included in multiple load devices for collecting
The energy information or power information of power signal on power inputs.Load device described herein include electric energy use device or
Use the component of electric energy.In one embodiment, load device had both included multiple individual electric energy such as television set, refrigerator
Device also includes the assembly units such as motor, electric light.Power inputs can be work(for example related with multiple load devices
Rate input node, for example, house control panel or panel power inputs.In addition, power information collection has been described in detail in Fig. 2 a
The different operation that unit 110 is implemented.
In one embodiment, operating status extraction unit 120 can be constituted for from collected voltage or power information
In distinguish the normal condition or overload of changed power, to extract operating status or the operating status variation of load device
Pattern.In addition, the different operation that operating status extraction unit 120 is implemented has been described in detail in Fig. 2 b.
In one embodiment, data group generation unit 130 can be constituted for by the power based on each load device
The signal correlation of use information generates each load device and its described operating status and the operating status changing pattern
The data group to match is in addition, the different operation that data group generation unit 130 is implemented has been described in detail in Fig. 2 c.
After generating data group, transmission unit 140 can be constituted for being given birth to the transmission of electric energy measurement information flag server 200
At data group, the power information which generates label by recombination data group.
Fig. 1 illustrates the limited general introduction of device for measurement of electrical energy 100, it will be understood that other embodiments are simultaneously
It is not limited to this.The label of each unit or component is for illustration purposes only, and is not delimit the scope of the invention.Furthermore it is possible to
Combination or the one or more devices of separation, to implement and without departing from the similar of the scope of the invention or substantially similar function.This
Outside, device for measurement of electrical energy 100 can include other different components, these components and other hardware or component software carry out it is local or
Remote interaction, to measure the electric energy use information for the multiple load devices for being connected to power inputs.For example, the component can
It is, but is not limited to operate in the process on controller or processor, object, implementation procedure, execution thread, program or computer.
Fig. 2 a are shown to be received according to the power information in the device for measurement of electrical energy 100 of power inputs of embodiment hereof
Collection unit 110 implements the flow chart of different operations.In one embodiment, power information collector unit 110 can be constituted for surveying
Measure power signal (step S112).It is measured by device for measurement of electrical energy 110 mounted on power inputs and each sensor
The untreated power information waveform of electric current and voltage.
In addition, power information collector unit 110 can also be constituted for extracting snapshot (step S114).It is rhythmic to collect tool
The voltage or electric current snapshot of AC waveforms.In one embodiment, advantage distillation tool there are one AC periodic waveforms voltage snapshot and
High-frequency current snapshot.
Fig. 2 b are shown to be carried according to the operating status in the device for measurement of electrical energy 100 of power inputs of embodiment hereof
Unit 120 is taken to implement the flow chart of different operations.Operating status extraction unit 120 is constituted for from collected voltage or power
The normal condition and overload that changed power is distinguished in information, to extract the operating status or operating status of load device
Changing pattern.
Refer to the attached drawing 2b, operating status extraction unit 120 can be constituted for extracting power information and reference point (step
S116).In one embodiment, extraction realtime power consumption and power quality information and extraction for distinguish normal condition or
The reference point of overload.
In one embodiment, reference point is preferentially power consumption, it is by extracting realtime power consumption and power quality
Information, which can be stablized, to be used and is not influenced when each load device is not turned on or is closed with constant conduction.
In addition, operating status extraction unit 120 can also be constituted for detaching overload response (step S118).Implement at one
In example, overload interval is extracted, wherein implementing on and off by operation of each load device under power consumption
Or change operating status.
In addition, in one embodiment, operating status extraction unit 120 can also be constituted for removing noise (step
S120).Remove the meaningless HF noise signal generated in the power signal of total power consumption measures.
In addition, operating status extraction unit 120 can also be constituted for according to the operating status or operating status extracted
Changing pattern is come snapshot of classifying.For example, in the case where being determined as overload response operation, snapshot can have than usual state higher
Snapshot extract frequency.
In addition, operating status extraction unit 120 can also be constituted for detection switch event (step S122).Implement at one
In example, by detecting on or off event come before collecting each load device information, classification is for various on or off states
Event snapshot.Operating status extraction unit 120 can be constituted changes (step S124) for detecting state.It provides in addition on or off is transported
Multiple steps except row.Detection and classification have the changing pattern for the load operation conditions for continuing variation characteristic.
After detecting state variation, operating status extraction unit 120 can be constituted for handling real-time total power consumption
Data (step S126).In one embodiment, operation and storage power information data, and generate and disappear suitable for realtime power
Consume the total power consumption and the relevant transmission packet of power quality information of service.
Fig. 2 c are shown to be generated according to the data group in the device for measurement of electrical energy 100 of power inputs of embodiment hereof
Unit 130 implements the flow chart of different operations.Data group generation unit 130 can be constituted for by according to each load device
The signal correlation of power use information generates and the operating status of each load device and operating status changing pattern phase
The data group for each load device matched.
With reference to figure 2c, data group generation unit 130 extracts load characteristic (step S130).In one embodiment, pass through
Using snapshot, overload response, switch events and the state change information from total power consumption extracting data, it is each to generate reflection
The power of load device uses the signal correlation of feature.Signal correlation includes voltage dependence or current dependence, high frequency
The correlation, etc. of distortion, electric current or power signal deformation, active power or reactive power.
It is born in addition, data group generation unit 130 can be constituted for matching switch events (step 132) and classification mode matching
(step 134) is carried, to generate data group.Based on the signal correlation generated by the switch run case of each load device
It is classified as one group of identical load device.Based on the signal correlation generated by multi-step or continue classification of change be one group with
The relevant group of the related switch run case of identical load device.
In addition, data group generation unit 130 can be constituted for generating data group (step S136).It is matched by switch events
Load classification and pattern match load are classified to generate data group collected by relevant group.
After generating data group, transmitting device 140 can be constituted for being given birth to the transmission of electric energy measurement information flag server 200
At data group, the power information which generates label by recombination data group.
In one embodiment, before being transmitted, the data packet generated by device for measurement of electrical energy 100 is compressed, with convenient
Big data is transmitted to electric energy measurement information flag server 200.
Additionally it is possible to which transmission needs to execute the power consumption and quality information number of realtime power energy information service together
According to.
Fig. 3 shows the details of electric energy measurement information flag server 200, it can be by receiving by power inputs
The data group that device for measurement of electrical energy 100 is generated generates the power information of label.
Can in the order shown, in a different order or it is synchronous implement different operation shown in Fig. 2 a, 2b, 2c,
Operation, box, step etc..In addition, in some embodiments, in without departing from the scope of the present invention, it is convenient to omit, increase, repair
Change, skip some operation, operation, box, steps etc..
Fig. 3 shows the block diagram for illustrating the electric energy measurement information flag server 200 according to embodiment hereof.One
In a embodiment, electric energy measurement information flag server 200 can be constituted for by based on received aggregated data group, reality
When power consumption and power quality information data group such as equipment operation and the processing procedure that marks automatically handle in power
The electric energy use information of the power user of input point and saving scheme consulting.Electric energy measurement information flag server 200 can
To be big data processing equipment, the energy information that can be used to handle total energy information and its each load device is different to generate
Electric energy saves scheme.
In one embodiment, electric energy measurement information flag server 200 can be constituted for being run by different computers
To handle particular delivery information.The aggregated data group of unregistered load is classified as based on such as active power, idle by the processing
The multidimensional face of the reference fields such as power, time.The processing sets the classification boundaries face of identical load device by equipment operation, from
And the aggregated data group of the unregistered load of every specific operation or component is distinguished, the operation or component such as switch, multistep
Suddenly, lasting variation, continuous service etc..
The data group mapping realtime power consumption variation distinguished is to complete to distinguish, low (power) of each load device
Component can be grouped into the identifiable identical load device of user (1+2+3 or A+B+C).In addition, the note in each load device
The data group (refrigerator, washing machine, air-conditioning etc.) of volume is matched with stored, in order to mark these load dresses automatically
It sets.
In this case, the load device without marking automatically is operated with manual switches to detect the device of corresponding time just
Hand labeled can be realized due to showing data without the load device that marks automatically in log-on data group.In addition, manually
The data of generation are added into the data group collected in advance again, and for marking automatically.In addition, Fig. 3 shows that electric energy measurement is believed
The different components of breath label server 200 and its operation.
With reference to figure 3, in one embodiment, electric energy measurement information flag server 200 includes receiving unit 210, recombination
Unit 220 and marking unit 230.
Receiving unit 210 can be constituted for receiving the number generated by being classified based on the power information of each load device
According to group.Recomposition unit 220 can constitute for according to the operation characteristic of each load device reclassify it is received have it is more
The data group in dimension face.In addition, recomposition unit 220 can constitute for according to when domain mapping and recombinate the data group of the classification.
Before this, recomposition unit 220 can be constituted for decompressing data (step S202).When device for measurement of electrical energy 100
When transmitted data compressing, device for measurement of electrical energy 100 can delete data compression to improve service speed.
After deleting compression, recomposition unit 220 can be constituted for the power of the data reclassified mapping in the time domain to disappear
Consumption variation, to recombinate the component of identical load device.The different operation of the execution of recomposition unit 220 has been described in detail in Fig. 4.
Fig. 3 illustrates the limited general introduction of electric energy measurement information flag server 200, it will be understood that its
Its embodiment is not limited thereto.The label of each unit or component does not limit the present invention merely to illustrative purpose
Range.Furthermore it is possible to one or more devices be combined or detach, to implement the similar or base without departing from the scope of the invention
This similar function.In addition, electric energy measurement information flag server 200 can include other different components, these components and its
Its hardware or component software carry out Local or Remote interaction, to which label is connected to the institute of multiple load devices of power inputs
The electric energy use information of extraction.For example, the component can be, but be not limited to operate in the process on controller or processor, it is right
As, implementation procedure, execution thread, program or computer.
Fig. 4 shows the flow chart run according to the electric energy measurement information flag server implementation difference of embodiment hereof.
In one embodiment, recomposition unit 220 can be constituted for the other load device (step S204) of major class of classifying.According to being determined as
The load running feature (switch, multi-step, lasting variation and continuous service) of each load device of identical electric power loads device
To distinguish Distribution Level.
In addition, recomposition unit 220 can be constituted for executing feature aggregation (step S206).Multidimensional face is reconfigured, so as to
Make setting distribution face boundary more convenient by the chain data group gathered.In one embodiment, active power, idle work(
Rate, time etc. all can be used as the reference field for reconfiguring multidimensional face.
After reconfiguring multidimensional face, recomposition unit 220 can be constituted for implementing machine learning (step S208).By making
With the machine operation method for gathering result and the state differentiation technology of such as smart network based on each load device come
Generate the operation of each load device or the classification reference on internal component boundary.In addition, recomposition unit 220 can be constituted for setting
Certain loads device classification boundary (step S210).Data are reclassified by implementing load differentiation in single component rank
Data, so as to by using the classification of machine running boundary with reference to carrying out aggregated data.In this case, it will not noted from total electric energy
The specific load classification of volume scheme is determined as the component-level of each load device.
In addition, recomposition unit 220 can be constituted for mapping time domain (step S212).By what is reclassified in processing procedure
The data group of unregistered component is mapped as the real time data in time domain.Recomposition unit 220 can be constituted for distinguishing mapping data (step
Rapid S214).Mapped data are distinguished by the different colours or display methods that can be recognized by the user on component-level.
In addition, assembly unit 220 can be constituted for recombinating identical load (step S216).The combination is by load device next life
At this is can be identified by user by combining the sub-component in generated each load device in distinguishing step.Make
For an example, generated compressor, motor, electric light and control circuit feature can divide with refrigerator in distinguishing step
It is one group.
After reconstitution steps, marking unit 230 can constitute the data group for marking recombination.For example, respective negative carries
The name Auto-matching set is as unregistered with the relevant each load device classification of pre-stored load device data group
Temporal sign data.As an example, A, B, C etc. can be automatic by data pattern and matching storage data technique
Be registered as refrigerator, television set, washing machine etc..
In addition, in one embodiment, label can receive manually.Although executable automatic label, developer or user
Also can name manually due to pre-stored load device erroneous matching and unregistered load device and input title.Make
Method with the switch time of device is also effective.
In addition, corresponding data and the log-on data of each load device store respectively together, implement in load device
Hand labeled is to extend pre-stored load device data group.
In addition, electric energy measurement information flag server 200 can be by using the electric energy use information of each load device
To provide data analysis information.The data analysis of Behavior-based control psychological analysis technology can operate with the total work of each load device
Rate and electric energy use pattern generate specific data group with production.
In addition, the expert consulting prompt for promoting user to save electric energy can be automatically generated by data analysis.
Moreover, integrated service is also effective, can be lived to specific building and unit by the IT professional suppliers of electric energy
Total electric energy, service condition, the electric energy that residence provides each load device save consulting etc..
The example that various electric energy save consulting can be, such as when monitoring and each relevant differentiation of load device state
When the aggregated data group of component-level changes, in order to determine the assembly life-span state or failure shape of each load device
State, it is necessary to provide a user determining assembly life-span state or malfunction.
According to embodiment, the hardware of gauge table and the software technology of server are combined, so as to from power inputs
The electric energy use information of the various components of different loads device is extracted in total electric energy use information.
In addition, because the software technology of server can be not necessarily to multiple because installing with single device for measurement of electrical energy flexible combination
High cost caused by the system of device can extract the detailed and accurate electric energy use information of each load device, with
Realize that high-end electric energy saves scheme.
In conclusion in the present invention, each load device is extracted in total power consumption measured by power inputs
Electric energy use information when, particular server does not implement all technologies.Different from traditional mechanism, advance data processing is executed,
So as to the resolution with the various components for distinguishing over single device for measurement of electrical energy, and server centered is executed as its advantage
Data storage, pattern analysis and data utilize, so that it is determined that related to processing big data, storage big data or management different loads
The flexibility that uses of electric energy.
It can in the order shown, in a different order or synchronous implement different operation shown in Fig. 4, operation, side
Frame, step etc..In addition, in some embodiments, in without departing from the scope of the present invention, it is convenient to omit, increase, change, skipping
Some operation, operation, box, steps etc..
By operate at least one software program at least one hardware device and implement Network Management Function come
Control element can implement presently disclosed embodiment.Fig. 1-4 includes at least one hardware device or hardware device and software
The combined module of component.
The description of above-mentioned specific embodiment discloses the essential attribute of embodiment hereof completely.Other people are possibly through fortune
Change or change these specific embodiments easily on the basis of without departing from universal concept with the prior art, it is more to realize
Item application.Therefore, these modifications and changes are all construed as and ought to be interpreted as in the meaning of disclosed embodiment and equivalent
In range.It should be understood that words or terms used herein are intended merely to describe and be not intended to limit.Therefore,
When in a manner of preferred embodiment come when describing embodiment hereof, it should be appreciated by one skilled in the art that the embodiment of the present invention
It can implement in the modification in the technical concept and range of embodiment as described herein.
Claims (14)
1. a kind of electric energy measurement information flag system, the electric energy measurement information flag system include:
Device for measurement of electrical energy in power inputs is set, and the device for measurement of electrical energy includes:
Power information collector unit is constituted for collecting power information, wherein the power information is included in multiple load dresses
The power signal on power inputs set;
Operating status extraction unit constitutes normal condition and overload for distinguishing changed power from the power information
One of state, so as to one of operating status and the operating status changing pattern for extracting the multiple load device;And
Data group generation unit is constituted for generating each load device and operating status described in its and the operating status
The data group that one of changing pattern matches, wherein the data group passes through the power use information based on each load device
Signal correlation generate;
Device for measurement of electrical energy, composition are used for:
The power information for the power signal for including multiple load devices is collected at least one power inputs;And
By according to the power of each load device using the signal correlation of feature come each load device of generation and transmission
The data group to match with one of its operating status and operating status changing pattern;And
Power information marks server, composition to be used for:
Receive the data group;
The data group is reclassified according to the operation characteristic of each load device;
According to when domain mapping and recombinate the data group;And
Mark the data group of the recombination.
2. electric energy measurement information flag system according to claim 1, which is characterized in that the power information collector unit
It constitutes one of voltage snapshot and electric current snapshot for collecting the AC waveforms with predetermined period and is used as the power information.
3. electric energy measurement information flag system according to claim 1, which is characterized in that the operating status extraction unit
Constitute for according to one of the operating status extracted and the operating status changing pattern extracted come classification voltage snapshot and electricity
Flow one of snapshot.
4. electric energy measurement information flag system according to claim 1, which is characterized in that the signal correlation includes extremely
Few and voltage dependence, current dependence, high frequency distortion, the signal deformation of electric current snapshot, the signal deformation of power snapshot, load
Rating of set use active power correlation in feature and load apparatus power using the reactive power correlation in feature it
One relevant information.
5. electric energy measurement information flag system according to claim 1, which is characterized in that the data group generation unit structure
At the power information for being classified based on the assembly unit for forming each load device, to generate each load
The data group of device.
6. electric energy measurement information flag system according to claim 1, which is characterized in that further include transmission unit, structure
At for data described in label server transport, the server to be believed by recombinating the data group to generate the power of label
Breath.
7. a kind of electric energy measurement information flag system, the electric energy measurement information flag system include:
Receiving unit is constituted for being received by being classified based on the power information for the assembly unit for forming each load device
Data group;
Recomposition unit is constituted for reclassifying the data group according to the operation characteristic of each load device;According to when
Domain is come the data group that maps and reclassify described in recombinating;And
Marking unit constitutes the data group for marking the recombination.
8. electric energy measurement information flag system according to claim 7, which is characterized in that the recomposition unit will be described heavy
The data group newly classified maps to the variation of the power consumption in the time domain, to divide into the data group reclassified
The data group of each component of each load device;The recomposition unit is according to the characteristic of each load device
To recombinate the component.
9. electric energy measurement information flag system according to claim 8, which is characterized in that the electric energy measurement information flag
System constitutes the data result of the data group for each component by dividing into each load device, to monitor
The variation of the data group, to determine the state of each load device.
10. electric energy measurement information flag system according to claim 1, which is characterized in that the power information label clothes
Business device constitutes the data result for the data group of the various components by dividing into each load device to monitor
The variation of the data group, to determine the state of each load device.
11. a kind of method that energy information is marked by electric energy measurement information flag server, the method includes:Collect work(
Rate information comprising the power signal on the power inputs of multiple load devices;Power is distinguished from the power information
One of the normal condition of variation and overload, to extract the operating status and operating status changing pattern of multiple load devices
One of;And
The data group of each load device to match with one of its operating status and the operating status changing pattern is generated,
In, the data group is generated by the signal correlation of the power use information based on each load device;
Data group is received by being classified based on the power information for the assembly unit for forming each load device;
The data group is reclassified according to the operation characteristic of each load device;
According to when domain mapping and recombination described in the data group that reclassifies;And
Mark the data group of the recombination.
12. according to the method for claim 11, which is characterized in that the signal correlation includes at least related to voltage
Property, the signal deformation of current dependence, high frequency distortion, electric current snapshot, the signal deformation of power snapshot, load apparatus power use
Active power correlation and load apparatus power in feature use the relevant information of one of the reactive power correlation in feature.
13. according to the method for claim 11, which is characterized in that further include to data, institute described in label server transport
Server is stated by recombinating the data group to generate the power information of label.
14. according to the method for claim 11, which is characterized in that the data group reclassified maps the time domain
Power consumption changes, so that the data group reclassified to be divided into each component of each load device
Data group;The component is recombinated according to the characteristic of each load device.
Applications Claiming Priority (3)
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KR1020140018391A KR101422682B1 (en) | 2014-02-18 | 2014-02-18 | An energy measuring apparatus at penetration point of power and labeling system comprising the energy measuring apparatus |
KR10-2014-0018391 | 2014-02-18 | ||
PCT/KR2014/009916 WO2015126029A1 (en) | 2014-02-18 | 2014-10-22 | Power entry point energy measuring apparatus and energy measurement information labeling system using same |
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CN105143892A CN105143892A (en) | 2015-12-09 |
CN105143892B true CN105143892B (en) | 2018-10-26 |
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JP (1) | JP6144408B2 (en) |
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Families Citing this family (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
KR102438439B1 (en) * | 2015-06-05 | 2022-08-31 | 주식회사 인코어드 테크놀로지스 | Server, Communicating Device and System Having a Function of Managing Power Demand and Method of Managing Power Usage Thereof |
US10254319B2 (en) * | 2014-02-18 | 2019-04-09 | Encored Technologies, Inc. | Apparatus, server, system and method for energy measuring |
IL237235B (en) * | 2015-02-11 | 2019-08-29 | Friedlander Yehudah | System for analyzing electricity consumption |
KR102438442B1 (en) * | 2015-06-05 | 2022-08-31 | 주식회사 인코어드 테크놀로지스 | System Having a Function of Managing Power Demand |
KR101758791B1 (en) * | 2015-12-17 | 2017-07-31 | 주식회사 인코어드 테크놀로지스 | An energy measuring apparatus and labeling system of each individual load device |
CN105868792B (en) * | 2016-04-15 | 2019-06-25 | 国网山东省电力公司潍坊供电公司 | Electric power maloperation judgment method based on characteristic area set, apparatus and system |
CN106405224B (en) * | 2016-08-24 | 2019-12-06 | 广东电网有限责任公司电力科学研究院 | Energy-saving diagnosis method and system based on mass electric energy data |
KR101858860B1 (en) | 2016-12-22 | 2018-05-17 | 주식회사 포스코 | Apparatus for controlling heat of blast furnace |
JP6861578B2 (en) * | 2017-06-01 | 2021-04-21 | 三菱電機株式会社 | Load estimation device and load estimation method |
US11307117B2 (en) * | 2017-09-04 | 2022-04-19 | Amper Technologies, Inc. | System and method for interpretation and analysis of manufacturing activity |
EP3618223B1 (en) * | 2018-08-31 | 2024-03-06 | Electrolux Appliances Aktiebolag | Smart plug and method for determining operating information of a household appliance by a smart plug |
CN113156203A (en) * | 2021-04-29 | 2021-07-23 | 国网黑龙江省电力有限公司供电服务中心 | Electric energy metering system |
Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2001344027A (en) * | 2000-05-31 | 2001-12-14 | Matsushita Electric Ind Co Ltd | Energizing controller |
CN1615442A (en) * | 2001-12-20 | 2005-05-11 | 埃内尔迪斯特里布齐恩公司 | System for the remote data acquisition and control of electric energy meters |
CN101368985A (en) * | 2007-08-14 | 2009-02-18 | 通用电气公司 | Cognitive electric power meter |
JP2009257952A (en) * | 2008-04-17 | 2009-11-05 | Nippon Telegr & Teleph Corp <Ntt> | Device and method for estimating electrical apparatus |
CN101750561A (en) * | 2010-01-08 | 2010-06-23 | 江苏大学 | Electrical energy quality monitoring and evaluating system |
CN103245847A (en) * | 2012-02-08 | 2013-08-14 | 财团法人工业技术研究院 | Device and method for detecting equipment abnormality |
CN103424642A (en) * | 2012-05-16 | 2013-12-04 | 杭州佳和电气有限公司 | Multifunctional electric power meter with functions of multi-device dynamic intelligent identification and energy consumption division |
KR20130135520A (en) * | 2012-06-01 | 2013-12-11 | 엘에스산전 주식회사 | A power monitoring system and a method for displaying information of a power system |
Family Cites Families (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102088735B (en) * | 2010-03-24 | 2014-12-03 | 电信科学技术研究院 | Method and equipment for balancing inter-sub-frame traffic load and processing inter-cell interference (ICI) |
CN103026246B (en) * | 2010-06-04 | 2016-05-18 | 胜赛斯美国公司 | A kind of method for non-intrusion type load monitoring and processing |
JP4769339B1 (en) * | 2011-02-14 | 2011-09-07 | 和明 根布 | Energy consumption monitoring system, method, and computer program |
JP5729162B2 (en) * | 2011-06-24 | 2015-06-03 | 富士通株式会社 | Power management equipment |
KR101393417B1 (en) * | 2011-12-25 | 2014-05-13 | 주식회사 케이티 | Method and system for indentifying electric appliances |
JP5520338B2 (en) * | 2012-05-16 | 2014-06-11 | 日本電信電話株式会社 | Electrical equipment detection and power consumption monitoring system |
US9513648B2 (en) * | 2012-07-31 | 2016-12-06 | Causam Energy, Inc. | System, method, and apparatus for electric power grid and network management of grid elements |
CN103678139B (en) * | 2012-08-31 | 2017-09-29 | 国际商业机器公司 | The method and apparatus for carrying out thin supply |
US10254319B2 (en) * | 2014-02-18 | 2019-04-09 | Encored Technologies, Inc. | Apparatus, server, system and method for energy measuring |
-
2014
- 2014-02-18 KR KR1020140018391A patent/KR101422682B1/en active
- 2014-10-22 WO PCT/KR2014/009916 patent/WO2015126029A1/en active Application Filing
- 2014-10-22 JP JP2016504269A patent/JP6144408B2/en active Active
- 2014-10-22 CN CN201480005163.7A patent/CN105143892B/en active Active
- 2014-10-29 US US14/526,916 patent/US10436824B2/en active Active
Patent Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2001344027A (en) * | 2000-05-31 | 2001-12-14 | Matsushita Electric Ind Co Ltd | Energizing controller |
CN1615442A (en) * | 2001-12-20 | 2005-05-11 | 埃内尔迪斯特里布齐恩公司 | System for the remote data acquisition and control of electric energy meters |
CN101368985A (en) * | 2007-08-14 | 2009-02-18 | 通用电气公司 | Cognitive electric power meter |
JP2009257952A (en) * | 2008-04-17 | 2009-11-05 | Nippon Telegr & Teleph Corp <Ntt> | Device and method for estimating electrical apparatus |
CN101750561A (en) * | 2010-01-08 | 2010-06-23 | 江苏大学 | Electrical energy quality monitoring and evaluating system |
CN103245847A (en) * | 2012-02-08 | 2013-08-14 | 财团法人工业技术研究院 | Device and method for detecting equipment abnormality |
CN103424642A (en) * | 2012-05-16 | 2013-12-04 | 杭州佳和电气有限公司 | Multifunctional electric power meter with functions of multi-device dynamic intelligent identification and energy consumption division |
KR20130135520A (en) * | 2012-06-01 | 2013-12-11 | 엘에스산전 주식회사 | A power monitoring system and a method for displaying information of a power system |
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Publication number | Publication date |
---|---|
JP6144408B2 (en) | 2017-06-07 |
CN105143892A (en) | 2015-12-09 |
US20150233984A1 (en) | 2015-08-20 |
WO2015126029A1 (en) | 2015-08-27 |
KR101422682B1 (en) | 2014-09-25 |
JP2016515377A (en) | 2016-05-26 |
US10436824B2 (en) | 2019-10-08 |
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